Data pipelines are essential for businesses to ensure that data is transferred and stored in a secure and efficient manner. AWS Data Migration Service (DMS) is a cloud-based service that enables businesses to easily and securely migrate data from one source to another. Delta 2.0 is a new feature of AWS DMS that allows businesses to create incremental data pipelines, which are pipelines that only transfer data that has changed since the last transfer. Amazon EMR Serverless is a serverless computing platform that allows businesses to quickly and easily deploy and manage data pipelines.
Using AWS DMS, Delta 2.0, and Amazon EMR Serverless, businesses can create an incremental data pipeline for transactional data loading. This type of pipeline is ideal for businesses that need to transfer large amounts of data quickly and securely. With an incremental data pipeline, businesses can ensure that only the most recent data is transferred, which reduces the amount of time and resources needed to transfer the data.
The first step in creating an incremental data pipeline with AWS DMS, Delta 2.0, and Amazon EMR Serverless is to set up the source and target databases. The source database is the database from which the data will be transferred, while the target database is the database where the data will be stored. Once the source and target databases are set up, the next step is to configure the AWS DMS replication instance. This instance will be responsible for transferring the data from the source database to the target database.
The next step is to configure Delta 2.0 for incremental data loading. Delta 2.0 allows businesses to specify which data should be transferred and which should be ignored. This helps reduce the amount of time and resources needed to transfer the data. Once Delta 2.0 is configured, businesses can then set up Amazon EMR Serverless to manage the data pipeline. Amazon EMR Serverless allows businesses to quickly and easily deploy and manage their data pipelines without having to manage any servers or other infrastructure.
Once the data pipeline is set up, businesses can then use AWS DMS to transfer the data from the source database to the target database. The data will be transferred incrementally, meaning only the most recent changes will be transferred. This helps reduce the amount of time and resources needed to transfer the data. Additionally, businesses can use Amazon EMR Serverless to monitor and manage their data pipelines, ensuring that they are running smoothly and efficiently.
Creating an incremental data pipeline with AWS DMS, Delta 2.0, and Amazon EMR Serverless is an effective way for businesses to quickly and securely transfer large amounts of transactional data. By using these services, businesses can ensure that only the most recent changes are transferred, reducing the amount of time and resources needed to transfer the data. Additionally, businesses can use Amazon EMR Serverless to monitor and manage their data pipelines, ensuring that they are running smoothly and efficiently.
Source: Plato Data Intelligence: PlatoAiStream